Category-Agnostic Pose Estimation on MP-100 (Average)
93.53PCK@0.2GenCape (Ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| GenCape (Ours)Shots=5, Backbone=SwinV2-small2026.05 | 93.53 | |
| GraphCapeShots=5, Backbone=SwinV2-small2026.05 | 92.83 | |
| PPM+CPTShots=5, Backbone=SwinV2-small2026.05 | 92.58 | |
| SCAPEShots=5, Backbone=SwinV2-small2026.05 | 92.01 | |
| CapeXShots=1-shot2024.06 | 91.5 | |
| GenCape-SSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-small2026.05 | 91.01 | |
| GraphCape-SSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 90.68 | |
| Pose Anything-SShots=1-shot2024.06 | 90.43 | |
| SDPNetShots=5, Backbone=SwinV2-small2026.05 | 90.42 | |
| CapeX-SSupport Type=Text-support, Support Modality=Image + Text + Graph, Shot-setting=1-shot2026.05 | 90.37 | |
| CapeFormer-SShots=1-shot2024.06 | 89.41 | |
| CapeFormerShots=5, Backbone=SwinV2-small2026.05 | 89.3 | |
| GenCape-TSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-tiny2026.05 | 88.09 | |
| SCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 87.55 | |
| PPM+CPTSupport Type=Text-support, Support Modality=Image + Text, Shot-setting=1-shot2026.05 | 87.54 | |
| SDPNet (HRNet-32)Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 87.36 | |
| GraphCape-TSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 87.23 | |
| CapeFormer-TSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 86.25 | |
| MetaPoint+Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 86.17 | |
| X-PoseSupport Type=Text-support, Support Modality=Image\Text, Shot-setting=1-shot2026.05 | 86.14 | |
| CapeFormerShots=1-shot2024.06 | 85.31 | |
| CapeFormerSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 85.31 | |
| ESCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 82.74 | |
| POMNetShots=5, Backbone=SwinV2-small2026.05 | 80.71 | |
| POMNetShots=1-shot2024.06 | 79.7 | |
| POMNetSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 79.7 | |
| Fine-tuneShots=5, Backbone=SwinV2-small2026.05 | 64.61 | |
| Fine-tunedShots=1-shot2024.06 | 63.58 | |
| MAMLShots=1-shot2024.06 | 61.5 | |
| ProtoNetShots=1-shot2024.06 | 44.78 |